Pandas Profiling Report

Dataset statistics

Number of variables	10
Number of observations	40000
Missing cells	9014
Missing cells (%)	2.3%
Duplicate rows	11
Duplicate rows (%)	< 0.1%
Total size in memory	3.1 MiB
Average record size in memory	80.0 B

Variable types

Numeric	10

Alerts

Dataset has 11 (< 0.1%) duplicate rows	Duplicates
`vezes_passou_de_30_59_dias` is highly correlated with `numero_vezes_passou_90_dias` and 1 other fields	High correlation
`numero_vezes_passou_90_dias` is highly correlated with `vezes_passou_de_30_59_dias` and 1 other fields	High correlation
`numero_de_vezes_que_passou_60_89_dias` is highly correlated with `vezes_passou_de_30_59_dias` and 1 other fields	High correlation
`vezes_passou_de_30_59_dias` is highly correlated with `numero_vezes_passou_90_dias` and 1 other fields	High correlation
`numero_vezes_passou_90_dias` is highly correlated with `vezes_passou_de_30_59_dias` and 1 other fields	High correlation
`numero_de_vezes_que_passou_60_89_dias` is highly correlated with `vezes_passou_de_30_59_dias` and 1 other fields	High correlation
`salario_mensal` has 7968 (19.9%) missing values	Missing
`numero_de_dependentes` has 1046 (2.6%) missing values	Missing
`util_linhas_inseguras` is highly skewed (γ1 = 61.17841833)	Skewed
`vezes_passou_de_30_59_dias` is highly skewed (γ1 = 23.29605555)	Skewed
`razao_debito` is highly skewed (γ1 = 92.00432638)	Skewed
`salario_mensal` is highly skewed (γ1 = 72.34132664)	Skewed
`numero_vezes_passou_90_dias` is highly skewed (γ1 = 23.82046421)	Skewed
`numero_de_vezes_que_passou_60_89_dias` is highly skewed (γ1 = 24.12412168)	Skewed
`util_linhas_inseguras` has 2895 (7.2%) zeros	Zeros
`vezes_passou_de_30_59_dias` has 33549 (83.9%) zeros	Zeros
`razao_debito` has 1083 (2.7%) zeros	Zeros
`salario_mensal` has 418 (1.0%) zeros	Zeros
`numero_linhas_crdto_aberto` has 469 (1.2%) zeros	Zeros
`numero_vezes_passou_90_dias` has 37826 (94.6%) zeros	Zeros
`numero_emprestimos_imobiliarios` has 15029 (37.6%) zeros	Zeros
`numero_de_vezes_que_passou_60_89_dias` has 37930 (94.8%) zeros	Zeros
`numero_de_dependentes` has 23250 (58.1%) zeros	Zeros

Reproduction

Analysis started	2022-05-06 13:54:02.126132
Analysis finished	2022-05-06 13:54:28.372813
Duration	26.25 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

util_linhas_inseguras
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	34211
Distinct (%)	85.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.374199262

Minimum	0
Maximum	22000
Zeros	2895
Zeros (%)	7.2%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.02936178475
median	0.1494907605
Q3	0.5497619695
95-th percentile	0.9999999
Maximum	22000
Range	22000
Interquartile range (IQR)	0.5204001848

Descriptive statistics

Standard deviation	242.6172471
Coefficient of variation (CV)	38.06238826
Kurtosis	4476.926731
Mean	6.374199262
Median Absolute Deviation (MAD)	0.1441174735
Skewness	61.17841833
Sum	254967.9705
Variance	58863.12861
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2895	7.2%
0.9999999	2671	6.7%
1	5	< 0.1%
1.003322259	4	< 0.1%
0.830033993	3	< 0.1%
0.9500998	3	< 0.1%
0.00839832	3	< 0.1%
0.986602679	3	< 0.1%
0.004999	3	< 0.1%
0.0499002	3	< 0.1%
Other values (34201)	34407	86.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2895	7.2%
8.37 × 10^-6	1	< 0.1%
1.25 × 10^-5	1	< 0.1%
1.43 × 10^-5	1	< 0.1%
1.51 × 10^-5	1	< 0.1%
1.88 × 10^-5	1	< 0.1%
2.1 × 10^-5	1	< 0.1%
2.66 × 10^-5	1	< 0.1%
2.85 × 10^-5	1	< 0.1%
2.86 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
22000	1	< 0.1%
20514	1	< 0.1%
18300	1	< 0.1%
13930	1	< 0.1%
12369	1	< 0.1%
10151	1	< 0.1%
8710	1	< 0.1%
8328	1	< 0.1%
7555	1	< 0.1%
7452	1	< 0.1%

idade
Real number (ℝ_≥0)

Distinct	81
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	52.404025

Minimum	21
Maximum	109
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	21
5-th percentile	29
Q1	41
median	52
Q3	63
95-th percentile	78
Maximum	109
Range	88
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	14.78146816
Coefficient of variation (CV)	0.2820674207
Kurtosis	-0.4877450013
Mean	52.404025
Median Absolute Deviation (MAD)	11
Skewness	0.1925811216
Sum	2096161
Variance	218.4918011
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49	1049	2.6%
50	1044	2.6%
63	1014	2.5%
48	1012	2.5%
47	1001	2.5%
53	988	2.5%
56	987	2.5%
45	977	2.4%
62	969	2.4%
52	967	2.4%
Other values (71)	29992	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21	41	0.1%
22	110	0.3%
23	172	0.4%
24	200	0.5%
25	249	0.6%
26	319	0.8%
27	369	0.9%
28	408	1.0%
29	406	1.0%
30	552	1.4%

Value	Count	Frequency (%)
109	1	< 0.1%
103	1	< 0.1%
101	1	< 0.1%
98	1	< 0.1%
97	6	< 0.1%
96	8	< 0.1%
95	11	< 0.1%
94	17	< 0.1%
93	16	< 0.1%
92	27	0.1%

vezes_passou_de_30_59_dias
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.412725

Minimum	0
Maximum	98
Zeros	33549
Zeros (%)	83.9%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	98
Range	98
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.057899055
Coefficient of variation (CV)	9.83196815
Kurtosis	556.7069732
Mean	0.412725
Median Absolute Deviation (MAD)	0
Skewness	23.29605555
Sum	16509
Variance	16.46654474
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	33549	83.9%
1	4307	10.8%
2	1255	3.1%
3	450	1.1%
4	206	0.5%
5	96	0.2%
98	66	0.2%
6	42	0.1%
7	13	< 0.1%
8	8	< 0.1%
Other values (4)	8	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	33549	83.9%
1	4307	10.8%
2	1255	3.1%
3	450	1.1%
4	206	0.5%
5	96	0.2%
6	42	0.1%
7	13	< 0.1%
8	8	< 0.1%
9	4	< 0.1%

Value	Count	Frequency (%)
98	66	0.2%
96	1	< 0.1%
11	1	< 0.1%
10	2	< 0.1%
9	4	< 0.1%
8	8	< 0.1%
7	13	< 0.1%
6	42	0.1%
5	96	0.2%
4	206	0.5%

razao_debito
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	33792
Distinct (%)	84.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	352.1175981

Minimum	0
Maximum	307001
Zeros	1083
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.004553452
Q1	0.175412294
median	0.366222329
Q3	0.8746777677
95-th percentile	2410
Maximum	307001
Range	307001
Interquartile range (IQR)	0.6992654737

Descriptive statistics

Standard deviation	2084.204327
Coefficient of variation (CV)	5.919057549
Kurtosis	12514.81439
Mean	352.1175981
Median Absolute Deviation (MAD)	0.245857968
Skewness	92.00432638
Sum	14084703.92
Variance	4343907.677
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1083	2.7%
1	58	0.1%
2	57	0.1%
4	50	0.1%
9	41	0.1%
6	36	0.1%
5	34	0.1%
8	33	0.1%
11	33	0.1%
3	32	0.1%
Other values (33782)	38543	96.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1083	2.7%
6.62 × 10^-5	1	< 0.1%
0.000106349	1	< 0.1%
0.000109487	1	< 0.1%
0.000120279	1	< 0.1%
0.00012604	1	< 0.1%
0.000136221	1	< 0.1%
0.000140528	1	< 0.1%
0.000147298	1	< 0.1%
0.000149993	1	< 0.1%

Value	Count	Frequency (%)
307001	1	< 0.1%
155375	1	< 0.1%
60212	1	< 0.1%
49112	1	< 0.1%
36705	1	< 0.1%
34719	1	< 0.1%
34102	1	< 0.1%
30295	1	< 0.1%
24591	1	< 0.1%
21395	1	< 0.1%

salario_mensal
Real number (ℝ_≥0)

MISSING
SKEWED
ZEROS

Distinct	7879
Distinct (%)	24.6%
Missing	7968
Missing (%)	19.9%
Infinite	0
Infinite (%)	0.0%
Mean	6760.601836

Minimum	0
Maximum	1794060
Zeros	418
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1300
Q1	3400
median	5409.5
Q3	8284
95-th percentile	14583.45
Maximum	1794060
Range	1794060
Interquartile range (IQR)	4884

Descriptive statistics

Standard deviation	16836.38658
Coefficient of variation (CV)	2.490368015
Kurtosis	6646.833242
Mean	6760.601836
Median Absolute Deviation (MAD)	2338
Skewness	72.34132664
Sum	216555598
Variance	283463913
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5000	722	1.8%
4000	501	1.3%
6000	497	1.2%
3000	467	1.2%
0	418	1.0%
2500	416	1.0%
10000	398	1.0%
3500	373	0.9%
4500	333	0.8%
7000	317	0.8%
Other values (7869)	27590	69.0%
(Missing)	7968	19.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	418	1.0%
1	172	0.4%
4	1	< 0.1%
7	1	< 0.1%
10	1	< 0.1%
15	1	< 0.1%
40	1	< 0.1%
83	1	< 0.1%
100	8	< 0.1%
120	1	< 0.1%

Value	Count	Frequency (%)
1794060	1	< 0.1%
1560100	1	< 0.1%
835040	1	< 0.1%
730483	1	< 0.1%
649587	1	< 0.1%
562466	1	< 0.1%
440000	1	< 0.1%
428250	1	< 0.1%
250000	1	< 0.1%
150000	2	< 0.1%

numero_linhas_crdto_aberto
Real number (ℝ_≥0)

ZEROS

Distinct	52
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.472525

Minimum	0
Maximum	57
Zeros	469
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	5
median	8
Q3	11
95-th percentile	18
Maximum	57
Range	57
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.164960024
Coefficient of variation (CV)	0.6096128396
Kurtosis	3.309707064
Mean	8.472525
Median Absolute Deviation (MAD)	3
Skewness	1.260674453
Sum	338901
Variance	26.67681204
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	3626	9.1%
7	3570	8.9%
5	3410	8.5%
8	3391	8.5%
9	3115	7.8%
4	3097	7.7%
10	2529	6.3%
3	2406	6.0%
11	2214	5.5%
12	1883	4.7%
Other values (42)	10759	26.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	469	1.2%
1	1186	3.0%
2	1751	4.4%
3	2406	6.0%
4	3097	7.7%
5	3410	8.5%
6	3626	9.1%
7	3570	8.9%
8	3391	8.5%
9	3115	7.8%

Value	Count	Frequency (%)
57	1	< 0.1%
53	1	< 0.1%
52	1	< 0.1%
50	1	< 0.1%
49	2	< 0.1%
48	1	< 0.1%
47	1	< 0.1%
45	3	< 0.1%
43	4	< 0.1%
42	4	< 0.1%

numero_vezes_passou_90_dias
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.255025

Minimum	0
Maximum	98
Zeros	37826
Zeros (%)	94.6%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	98
Range	98
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.034326975
Coefficient of variation (CV)	15.81933918
Kurtosis	573.6285573
Mean	0.255025
Median Absolute Deviation (MAD)	0
Skewness	23.82046421
Sum	10201
Variance	16.27579414
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	37826	94.6%
1	1357	3.4%
2	395	1.0%
3	181	0.5%
4	87	0.2%
98	66	0.2%
5	28	0.1%
6	22	0.1%
7	17	< 0.1%
8	5	< 0.1%
Other values (8)	16	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	37826	94.6%
1	1357	3.4%
2	395	1.0%
3	181	0.5%
4	87	0.2%
5	28	0.1%
6	22	0.1%
7	17	< 0.1%
8	5	< 0.1%
9	4	< 0.1%

Value	Count	Frequency (%)
98	66	0.2%
96	1	< 0.1%
15	1	< 0.1%
14	1	< 0.1%
13	2	< 0.1%
12	2	< 0.1%
11	3	< 0.1%
10	2	< 0.1%
9	4	< 0.1%
8	5	< 0.1%

numero_emprestimos_imobiliarios
Real number (ℝ_≥0)

ZEROS

Distinct	21
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0137

Minimum	0
Maximum	25
Zeros	15029
Zeros (%)	37.6%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	3
Maximum	25
Range	25
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.112494158
Coefficient of variation (CV)	1.09745897
Kurtosis	21.31902269
Mean	1.0137
Median Absolute Deviation (MAD)	1
Skewness	2.577364186
Sum	40548
Variance	1.237643251
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	15029	37.6%
1	13984	35.0%
2	8361	20.9%
3	1656	4.1%
4	569	1.4%
5	193	0.5%
6	83	0.2%
7	45	0.1%
8	26	0.1%
9	20	0.1%
Other values (11)	34	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15029	37.6%
1	13984	35.0%
2	8361	20.9%
3	1656	4.1%
4	569	1.4%
5	193	0.5%
6	83	0.2%
7	45	0.1%
8	26	0.1%
9	20	0.1%

Value	Count	Frequency (%)
25	1	< 0.1%
20	1	< 0.1%
19	1	< 0.1%
18	1	< 0.1%
16	1	< 0.1%
15	2	< 0.1%
14	1	< 0.1%
13	2	< 0.1%
12	8	< 0.1%
11	8	< 0.1%

numero_de_vezes_que_passou_60_89_dias
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.23075

Minimum	0
Maximum	98
Zeros	37930
Zeros (%)	94.8%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	98
Range	98
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	4.017506434
Coefficient of variation (CV)	17.41064543
Kurtosis	583.8956885
Mean	0.23075
Median Absolute Deviation (MAD)	0
Skewness	24.12412168
Sum	9230
Variance	16.14035795
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	37930	94.8%
1	1562	3.9%
2	293	0.7%
3	96	0.2%
98	66	0.2%
4	38	0.1%
5	8	< 0.1%
6	4	< 0.1%
7	2	< 0.1%
96	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	37930	94.8%
1	1562	3.9%
2	293	0.7%
3	96	0.2%
4	38	0.1%
5	8	< 0.1%
6	4	< 0.1%
7	2	< 0.1%
96	1	< 0.1%
98	66	0.2%

Value	Count	Frequency (%)
98	66	0.2%
96	1	< 0.1%
7	2	< 0.1%
6	4	< 0.1%
5	8	< 0.1%
4	38	0.1%
3	96	0.2%
2	293	0.7%
1	1562	3.9%
0	37930	94.8%

numero_de_dependentes
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	12
Distinct (%)	< 0.1%
Missing	1046
Missing (%)	2.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.7565076757

Minimum	0
Maximum	13
Zeros	23250
Zeros (%)	58.1%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	13
Range	13
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.11624413
Coefficient of variation (CV)	1.475522544
Kurtosis	2.721377542
Mean	0.7565076757
Median Absolute Deviation (MAD)	0
Skewness	1.579546639
Sum	29469
Variance	1.246000958
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	23250	58.1%
1	6900	17.2%
2	5216	13.0%
3	2585	6.5%
4	751	1.9%
5	183	0.5%
6	43	0.1%
7	13	< 0.1%
8	8	< 0.1%
9	3	< 0.1%
Other values (2)	2	< 0.1%
(Missing)	1046	2.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	23250	58.1%
1	6900	17.2%
2	5216	13.0%
3	2585	6.5%
4	751	1.9%
5	183	0.5%
6	43	0.1%
7	13	< 0.1%
8	8	< 0.1%
9	3	< 0.1%

Value	Count	Frequency (%)
13	1	< 0.1%
10	1	< 0.1%
9	3	< 0.1%
8	8	< 0.1%
7	13	< 0.1%
6	43	0.1%
5	183	0.5%
4	751	1.9%
3	2585	6.5%
2	5216	13.0%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	util_linhas_inseguras	idade	vezes_passou_de_30_59_dias	razao_debito	salario_mensal	numero_linhas_crdto_aberto	numero_vezes_passou_90_dias	numero_emprestimos_imobiliarios	numero_de_vezes_que_passou_60_89_dias	numero_de_dependentes
0	0.025849	62	0	0.081775	8180.0	3	0	2	0	0.0
1	0.667083	55	0	0.153112	2200.0	3	0	0	0	0.0
2	0.007093	44	0	0.148800	7499.0	20	0	1	0	0.0
3	0.091213	54	0	0.351635	5900.0	15	0	1	1	0.0
4	0.112680	54	0	0.065959	2167.0	3	0	0	0	0.0
5	0.323985	42	0	0.352151	10415.0	8	0	2	0	2.0
6	0.007300	63	0	0.002289	4368.0	2	0	0	0	0.0
7	0.000000	76	1	0.261611	1700.0	4	0	0	0	0.0
8	0.062280	55	0	0.406667	15658.0	14	1	3	0	0.0
9	0.479899	41	1	0.209903	8441.0	6	0	3	0	0.0

Last rows

	util_linhas_inseguras	idade	vezes_passou_de_30_59_dias	razao_debito	salario_mensal	numero_linhas_crdto_aberto	numero_vezes_passou_90_dias	numero_emprestimos_imobiliarios	numero_de_dependentes
39990	0.072663	38	0	0.253057	10550.0	16	0	2	2.0
39991	0.452344	51	0	0.766308	4000.0	13	0	2	0.0
39992	0.161703	31	0	0.824642	2166.0	7	0	2	0.0
39993	0.302013	47	0	0.329238	5208.0	3	0	2	0.0
39994	0.107915	59	0	0.371085	7310.0	9	0	2	2.0
39995	0.000000	68	1	0.062858	10833.0	9	1	0	0.0
39996	0.061117	84	0	0.013598	8456.0	7	0	0	0.0
39997	0.817745	70	0	0.663056	6000.0	17	0	2	0.0
39998	0.106139	64	2	0.865438	5045.0	12	0	4	0.0
39999	1.000000	28	0	0.002285	3500.0	0	1	0	0.0

Most frequently occurring

	util_linhas_inseguras	idade	salario_mensal	numero_linhas_crdto_aberto	# duplicates
1	0.0	22	820.0	2	3
3	0.0	23	898.0	2	3
8	1.0	22	820.0	1	3
0	0.0	21	0.0	1	2
2	0.0	22	929.0	2	2
4	0.0	24	0.0	1	2
5	0.0	24	820.0	2	2
6	0.0	28	2500.0	2	2
7	0.0	40	3500.0	1	2
9	1.0	23	0.0	1	2

Overview

Variables

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequently occurring